{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 特征匹配与全景拼接"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. Brute-Force蛮力匹配"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: matplotlib in d:\\11_anaconda\\envs\\py3.6.3\\lib\\site-packages (3.3.4)\n",
      "Requirement already satisfied: pillow>=6.2.0 in d:\\11_anaconda\\envs\\py3.6.3\\lib\\site-packages (from matplotlib) (8.4.0)\n",
      "Requirement already satisfied: python-dateutil>=2.1 in d:\\11_anaconda\\envs\\py3.6.3\\lib\\site-packages (from matplotlib) (2.8.2)\n",
      "Requirement already satisfied: cycler>=0.10 in d:\\11_anaconda\\envs\\py3.6.3\\lib\\site-packages (from matplotlib) (0.11.0)\n",
      "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.3 in d:\\11_anaconda\\envs\\py3.6.3\\lib\\site-packages (from matplotlib) (3.0.7)\n",
      "Requirement already satisfied: numpy>=1.15 in d:\\11_anaconda\\envs\\py3.6.3\\lib\\site-packages (from matplotlib) (1.19.5)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in d:\\11_anaconda\\envs\\py3.6.3\\lib\\site-packages (from matplotlib) (1.3.1)\n",
      "Requirement already satisfied: six>=1.5 in d:\\11_anaconda\\envs\\py3.6.3\\lib\\site-packages (from python-dateutil>=2.1->matplotlib) (1.16.0)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "img1 = cv2.imread('01_Picture/19_Box.png',0)\n",
    "img2 = cv2.imread('01_Picture/20_Box_in_scene.png',0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def cv_show(name,img):\n",
    "    cv2.imshow(name,img)\n",
    "    cv2.waitKey(0)\n",
    "    cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "cv_show('img1',img1)\n",
    "cv_show('img2',img2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "sift = cv2.xfeatures2d.SIFT_create()\n",
    "kp1, des1 = sift.detectAndCompute(img1,None)\n",
    "kp2, des2 = sift.detectAndCompute(img2,None)\n",
    "\n",
    "# crossCheck 表示两个特征点要互相匹配，例如 A 中的第 i 个特征点与 B 中第 j 个特征点最近的，并且 B 中第 j 个特征点到 A 中的第 i 个特征点也是最近的。      \n",
    "# 将两幅图像的特征点、特征向量算出来，用欧氏距离去比较特征向量相似性，一般情况下默认用的是归一化后的欧式距离去做，为了使得结果更均衡些。\n",
    "# 如果不用 sift 特征计算方法去做，而是用其他特征计算方法需要考虑不同的匹配方式。\n",
    "bf = cv2.BFMatcher(crossCheck = True)  # cv2.BFMatcher 蛮力匹配缩写"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. 1对1的匹配"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "matches = bf.match(des1, des2)\n",
    "matches = sorted(matches, key=lambda x: x.distance)\n",
    "img3 = cv2.drawMatches(img1, kp1, img2, kp2, matches[:10], None, flags=2)  # 画前十个点          \n",
    "cv_show('img3',img3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3. k对最佳匹配"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 如果需要更快速完成操作，可以尝试使用 cv2.FlannBasedMatcher。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "bf = cv2.BFMatcher()\n",
    "matches = bf.knnMatch(des1, des2, k=2) # k 参数可选，可以一个点跟它最近的k个点可选         \n",
    "\n",
    "good = []\n",
    "for m,n in matches:\n",
    "    if m.distance < 0.75 * n.distance:  # m.distance 与 n.distance 比值小于 0.75，这是自己设定的过滤条件   \n",
    "        good.append([m])\n",
    "        \n",
    "img3 = cv2.drawMatchesKnn(img1, kp1, img2, kp2, good, None, flags=2)\n",
    "cv_show('img3',img3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4. 随机抽样一致算法 (RANSAC)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 选择初始样本点进行拟合，给定一个容忍范围，不断进行迭代。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "② 每一次拟合后，容差范围内都有对应的数据点数，找出数据点个数最多的情况，就是最终的拟合结果。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 5. 单应性矩阵"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 一对点 (x',y') 与 (x,y) 只能列两个方程，因此八个未知数需要至少四对点。\n",
    "\n",
    "② 通过 loss 找出四队最好配对的特征点。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 6. 全景拼接"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import cv2\n",
    "\n",
    "class Stitcher:\n",
    "\n",
    "    #拼接函数\n",
    "    def stitch(self, images, ratio=0.75, reprojThresh=4.0,showMatches=False):\n",
    "        #获取输入图片\n",
    "        (imageB, imageA) = images\n",
    "        #检测 A、B 图片的 SIFT 关键特征点，并计算特征描述子\n",
    "        (kpsA, featuresA) = self.detectAndDescribe(imageA)\n",
    "        (kpsB, featuresB) = self.detectAndDescribe(imageB)\n",
    "\n",
    "        # 匹配两张图片的所有特征点，返回匹配结果\n",
    "        M = self.matchKeypoints(kpsA, kpsB, featuresA, featuresB, ratio, reprojThresh)           \n",
    "\n",
    "        # 如果返回结果为空，没有匹配成功的特征点，退出算法\n",
    "        if M is None:\n",
    "            return None\n",
    "\n",
    "        # 否则，提取匹配结果\n",
    "        # H是3x3视角变换矩阵      \n",
    "        (matches, H, status) = M\n",
    "        # 将图片A进行视角变换，result是变换后图片\n",
    "        result = cv2.warpPerspective(imageA, H, (imageA.shape[1] + imageB.shape[1], imageA.shape[0]))\n",
    "        self.cv_show('result', result)\n",
    "        # 将图片B传入result图片最左端\n",
    "        result[0:imageB.shape[0], 0:imageB.shape[1]] = imageB\n",
    "        self.cv_show('result', result)\n",
    "        # 检测是否需要显示图片匹配\n",
    "        if showMatches:\n",
    "            # 生成匹配图片\n",
    "            vis = self.drawMatches(imageA, imageB, kpsA, kpsB, matches, status)\n",
    "            # 返回结果\n",
    "            return (result, vis)\n",
    "\n",
    "        # 返回匹配结果\n",
    "        return result\n",
    "    \n",
    "    def cv_show(self,name,img):\n",
    "        cv2.imshow(name, img)\n",
    "        cv2.waitKey(0)\n",
    "        cv2.destroyAllWindows()\n",
    "\n",
    "    def detectAndDescribe(self, image):\n",
    "        # 将彩色图片转换成灰度图\n",
    "        gray = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)\n",
    "\n",
    "        # 建立 SIFT 生成器\n",
    "        descriptor = cv2.xfeatures2d.SIFT_create()\n",
    "        # 检测 SIFT 特征点，并计算描述子\n",
    "        (kps, features) = descriptor.detectAndCompute(image, None)\n",
    "\n",
    "        # 将结果转换成 NumPy 数组\n",
    "        kps = np.float32([kp.pt for kp in kps])\n",
    "\n",
    "        # 返回特征点集，及对应的描述特征\n",
    "        return (kps, features)\n",
    "\n",
    "    def matchKeypoints(self, kpsA, kpsB, featuresA, featuresB, ratio, reprojThresh):\n",
    "        # 建立暴力匹配器\n",
    "        matcher = cv2.BFMatcher()\n",
    "  \n",
    "        # 使用 KNN 检测来自 A、B 图的SIFT特征匹配对，K=2\n",
    "        rawMatches = matcher.knnMatch(featuresA, featuresB, 2)\n",
    "\n",
    "        matches = []\n",
    "        for m in rawMatches:\n",
    "            # 当最近距离跟次近距离的比值小于 ratio 值时，保留此匹配对\n",
    "            if len(m) == 2 and m[0].distance < m[1].distance * ratio:\n",
    "            # 存储两个点在 featuresA, featuresB 中的索引值\n",
    "                matches.append((m[0].trainIdx, m[0].queryIdx))\n",
    "\n",
    "        # 当筛选后的匹配对大于 4 时，计算视角变换矩阵\n",
    "        if len(matches) > 4:\n",
    "            # 获取匹配对的点坐标\n",
    "            ptsA = np.float32([kpsA[i] for (_, i) in matches])\n",
    "            ptsB = np.float32([kpsB[i] for (i, _) in matches])\n",
    "\n",
    "            # 计算视角变换矩阵\n",
    "            (H, status) = cv2.findHomography(ptsA, ptsB, cv2.RANSAC, reprojThresh)\n",
    "\n",
    "            # 返回结果\n",
    "            return (matches, H, status)\n",
    "\n",
    "        # 如果匹配对小于4时，返回None\n",
    "        return None\n",
    "\n",
    "    def drawMatches(self, imageA, imageB, kpsA, kpsB, matches, status):\n",
    "        # 初始化可视化图片，将A、B图左右连接到一起\n",
    "        (hA, wA) = imageA.shape[:2]\n",
    "        (hB, wB) = imageB.shape[:2]\n",
    "        vis = np.zeros((max(hA, hB), wA + wB, 3), dtype=\"uint8\")\n",
    "        vis[0:hA, 0:wA] = imageA\n",
    "        vis[0:hB, wA:] = imageB\n",
    "\n",
    "        # 联合遍历，画出匹配对\n",
    "        for ((trainIdx, queryIdx), s) in zip(matches, status):\n",
    "            # 当点对匹配成功时，画到可视化图上\n",
    "            if s == 1:\n",
    "                # 画出匹配对\n",
    "                ptA = (int(kpsA[queryIdx][0]), int(kpsA[queryIdx][1]))\n",
    "                ptB = (int(kpsB[trainIdx][0]) + wA, int(kpsB[trainIdx][1]))\n",
    "                cv2.line(vis, ptA, ptB, (0, 255, 0), 1)\n",
    "\n",
    "        # 返回可视化结果\n",
    "        return vis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "\n",
    "# 读取拼接图片\n",
    "imageA = cv2.imread(\"01_Picture/21_Left_01.png\")\n",
    "imageB = cv2.imread(\"01_Picture/22_Right_01.png\")\n",
    "\n",
    "# 把图片拼接成全景图\n",
    "stitcher = Stitcher()  # 实例化 Stitcher 对象\n",
    "(result, vis) = stitcher.stitch([imageA, imageB], showMatches=True)\n",
    "\n",
    "# 显示所有图片\n",
    "cv2.imshow(\"Image A\", imageA)\n",
    "cv2.imshow(\"Image B\", imageB)\n",
    "cv2.imshow(\"Keypoint Matches\", vis)\n",
    "cv2.imshow(\"Result\", result)\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.6.3",
   "language": "python",
   "name": "python3.6.3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": false,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
